刘子源｜浙江农林大学｜学者主页

2026

Accuracy improvement of elemental distribution imaging in non-flat materials using femtosecond laser filament-induced breakdown spectroscopy

Shang-Yong Zhao, Huihui Zha, Jingyi Wu, Xiao Xu, Zhangrong Li, Xun Gao, Yongzhou Ni, Yujia Dai, Ziyuan Liu

Optics & Laser Technology

DOI

2026

Non-Targeted Hyperspectral Imaging Screening of Adulterants and Congeneric Species in Fritillaria Using a Deep Spectral Autoencoder

Zhi-Zhi Huang, Kai Chen, Haoyuan Ding, Zhang-Ting Wang, Yi-Lei Zhang, Huang-Wei Li, Ziyuan Liu, Fan Yan, Yu-Jia Dai

Foods

DOI

2026

Precise geographical tracing of ginseng using laser-induced breakdown spectroscopy and hyperspectral imaging data fusion in small-sample conditions

Tingsong Zhang, Guangran Bai, Haoyuan Ding, Zhang-Ting Wang, Jingnan Yang, Dong Hu, Ziyuan Liu, Shang-Yong Zhao, Yu-Jia Dai

Microchemical journal (Print)

DOI

2026

Robust provenance classification of curcumae radix (Yujin) using nir-hsi: Preprocessing, nested CV and morphology effects

Yu-Jia Dai, Haoyuan Ding, Shang-Yong Zhao, Ziyuan Liu

Microchemical journal (Print)

DOI

2026

Rapid detection of pesticide residues on tomato surfaces using hyperspectral imaging and machine learning.

Yi-Lei Zhang, Huang-Wei Li, Zhang-Ting Wang, Yu-Jia Dai, Yuan-Jie Liu, Guoquan Zhou, Dong Hu, Ziyuan Liu

Spectrochimica Acta Part A - Molecular and Biomolecular Spectroscopy

DOI

2026

Multimodal Fusion-Based Classification Method for Small-Sample Imperfect Wheat Kernels Using Hyperspectral Imaging

Guangran Bai, Tingsong Zhang, Lexiao Cai, Ziyuan Liu, Yimin Zhou, Yiqing Xu, Tong Sun, Lu Zhou

Food Control

DOI

2026

Stable Elemental Fingerprints for Multi-Attribute Classification of Ginseng Using Laser-Induced Breakdown Spectroscopy

Yujia Dai, Yilei Zhang, Huangwei Li, Shangyong Zhao, Ziyuan Liu

Plants

DOI

2025

Laser spectral enhancement and analysis based on blind-spot networks and Kolmogorov-Arnold networks.

Tingsong Zhang, Ziyuan Liu, Guangran Bai, Haoyuan Ding, Zhang-Ting Wang, Jingnan Yang, Dong Hu, Shang-Yong Zhao, Xun Gao, Yu-Jia Dai

Talanta: The International Journal of Pure and Applied Analytical Chemistry

DOI

2025

Recent advances in chemical composition imaging operation based on laser-induced breakdown spectroscopy

Shang-Yong Zhao, Yu-Chen Zhao, Yujia Dai, Ziyuan Liu, Zong-Yu Hou, Xun Gao, Zhe Wang

Journal of Analytical Atomic Spectrometry

DOI

2025

Classification of aluminum alloy using laser-induced breakdown spectroscopy combined with Discriminative Restricted Boltzmann Machine

Yu-Jia Dai, Qing Ma, Tingsong Zhang, Shang-Yong Zhao, Lu Zhou, Xun Gao, Ziyuan Liu

Chemometrics and Intelligent Laboratory Systems

DOI

2025

Classification and quantification of sodium metabisulfite in goji berry powder: Applications of hyperspectral technology and transformer-based hybrid models.

Haoyuan Ding, Tingsong Zhang, Zhang-Ting Wang, Guangran Bai, Liujun Han, Yu-Jia Dai, Ziyuan Liu

Spectrochimica Acta Part A - Molecular and Biomolecular Spectroscopy

DOI

2025

Hyperspectral imaging and machine learning-based classification and quantification of sodium saccharin in cat food powder

Zhang-Ting Wang, Tingsong Zhang, Haoyuan Ding, Shang-Yong Zhao, Yan Fan, Dan Qi, Yu-Jia Dai, Ziyuan Liu

Microchemical journal (Print)

DOI

2024

Fusion of Laser-Induced Breakdown Spectroscopy and Raman Spectroscopy for Mineral Identification Based on Machine Learning

Yu-Jia Dai, Ziyuan Liu, Shang-Yong Zhao

Molecules

DOI

2024

Multielement simultaneous quantitative analysis of trace elements in stainless steel via full spectrum laser-induced breakdown spectroscopy.

Qing Ma, Ziyuan Liu, Tingsong Zhang, Shang-Yong Zhao, Xun Gao, Tong Sun, Yujia Dai

Talanta: The International Journal of Pure and Applied Analytical Chemistry

DOI

2024

Methods for optimization of the original signal in laser induced breakdown spectroscopy

Shang-Yong Zhao, Yu-Chen Zhao, Yujia Dai, Ziyuan Liu, Xun Gao

Spectrochimica Acta Part B - Atomic Spectroscopy

DOI

2024

Thermal Ice Melting Performance of Femtosecond Laser Metal Micro-Nano-Structured Surface

Ziyuan Liu, Qing Ma, Tingsong Zhang, Yu-Jia Dai

Colloid Journal

DOI

2024

Identification of Dendrobium Using Laser-Induced Breakdown Spectroscopy in Combination with a Multivariate Algorithm Model

Tingsong Zhang, Ziyuan Liu, Qing Ma, Dong Hu, Yu-Jia Dai, Xin-Feng Zhang, Zhu Zhou

Foods

DOI

2024

Recent advances of light-field modulated operation in laser-induced breakdown spectroscopy

Shang-Yong Zhao, Yu-Chen Zhao, Yujia Dai, Ziyuan Liu, Huihui Zha, Xun Gao

Frontiers of Physics

DOI

2023

Determination of quantity and volume of Carya cathayensis Sarg by line laser scanning combined with the point cloud fusion algorithm

Xing Li, 储修祥 Chu Xiuxiang, Jia Tianze, Ziyuan Liu

Applied Optics

DOI

Quantitative modeling and uncertainty estimation for small-sample LIBS using Gaussian negative log-likelihood and monte carlo dropout methods

Ziyuan Liu, Qing Ma, Tingsong Zhang, Shang-Yong Zhao, Xun Gao, Tong Sun, Yu-Jia Dai

Optics & Laser Technology

DOI

刘子源

精选作品

期刊论文

Accuracy improvement of elemental distribution imaging in non-flat materials using femtosecond laser filament-induced breakdown spectroscopy

Non-Targeted Hyperspectral Imaging Screening of Adulterants and Congeneric Species in Fritillaria Using a Deep Spectral Autoencoder

Precise geographical tracing of ginseng using laser-induced breakdown spectroscopy and hyperspectral imaging data fusion in small-sample conditions

Robust provenance classification of curcumae radix (Yujin) using nir-hsi: Preprocessing, nested CV and morphology effects

Rapid detection of pesticide residues on tomato surfaces using hyperspectral imaging and machine learning.

Multimodal Fusion-Based Classification Method for Small-Sample Imperfect Wheat Kernels Using Hyperspectral Imaging

Stable Elemental Fingerprints for Multi-Attribute Classification of Ginseng Using Laser-Induced Breakdown Spectroscopy

Laser spectral enhancement and analysis based on blind-spot networks and Kolmogorov-Arnold networks.

Recent advances in chemical composition imaging operation based on laser-induced breakdown spectroscopy

Classification of aluminum alloy using laser-induced breakdown spectroscopy combined with Discriminative Restricted Boltzmann Machine

Classification and quantification of sodium metabisulfite in goji berry powder: Applications of hyperspectral technology and transformer-based hybrid models.

Hyperspectral imaging and machine learning-based classification and quantification of sodium saccharin in cat food powder

Fusion of Laser-Induced Breakdown Spectroscopy and Raman Spectroscopy for Mineral Identification Based on Machine Learning

Multielement simultaneous quantitative analysis of trace elements in stainless steel via full spectrum laser-induced breakdown spectroscopy.

Methods for optimization of the original signal in laser induced breakdown spectroscopy

Thermal Ice Melting Performance of Femtosecond Laser Metal Micro-Nano-Structured Surface

Identification of Dendrobium Using Laser-Induced Breakdown Spectroscopy in Combination with a Multivariate Algorithm Model

Recent advances of light-field modulated operation in laser-induced breakdown spectroscopy

Determination of quantity and volume of Carya cathayensis Sarg by line laser scanning combined with the point cloud fusion algorithm

Quantitative modeling and uncertainty estimation for small-sample LIBS using Gaussian negative log-likelihood and monte carlo dropout methods